Pith Number

pith:CZTZ3YZH

pith:2024:CZTZ3YZHRYLMTN4RL2DFQ2ACQD

not attested not anchored not stored refs pending

A Meta-Learning Approach to Bayesian Causal Discovery

Anish Dhir, James Requeima, Mark van der Wilk, Matthew Ashman

arxiv:2412.16577 v3 · 2024-12-21 · cs.LG · stat.ME · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CZTZ3YZHRYLMTN4RL2DFQ2ACQD}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

2 papers in Pith

Amortized Inference of Causal Models via Conditional Fixed-Point Iterations

TCD-Arena: Assessing Robustness of Time Series Causal Discovery Methods Against Assumption Violations

Receipt and verification

First computed	2026-07-05T10:24:29.056396Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

16679de3278e16c9b7915e8658680280f465948c438c2aeef2bd2304ee729862

Aliases

arxiv: 2412.16577 · arxiv_version: 2412.16577v3 · doi: 10.48550/arxiv.2412.16577 · pith_short_12: CZTZ3YZHRYLM · pith_short_16: CZTZ3YZHRYLMTN4R · pith_short_8: CZTZ3YZH

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/CZTZ3YZHRYLMTN4RL2DFQ2ACQD \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 16679de3278e16c9b7915e8658680280f465948c438c2aeef2bd2304ee729862

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc01b7d0823d2419e36a83c961d81eb2b9e53c1b17719eef5784928fdc2b513e",
    "cross_cats_sorted": [
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-21T10:52:56Z",
    "title_canon_sha256": "7f55201fc12bbf4248deafcd29bbdebce2eacb9a8f2d4e8b505dc0ffa2af0c69"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16577",
    "kind": "arxiv",
    "version": 3
  }
}